35 lines
1.6 KiB
Python
35 lines
1.6 KiB
Python
import os
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# 类别名称列表
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class_names = ['0', 'head', 'helmet', 'object', 'person'] # 替换为你的类别名称
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target_class = ['head', 'helmet'] # 目标类别
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def filter_labels(label_directory, output_label_directory):
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if not os.path.exists(output_label_directory):
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os.makedirs(output_label_directory) # 创建输出标签目录
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# 遍历标签目录中的所有文件
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for label_file in os.listdir(label_directory):
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if label_file.endswith('.txt'): # 确保是标签文件
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with open(os.path.join(label_directory, label_file), 'r') as file:
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lines = file.readlines()
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# 过滤标签，只保留目标类别
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filtered_lines = []
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for line in lines:
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try:
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class_id, _, _, _, _ = map(float, line.split())
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if class_names[int(class_id)] in target_class:
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filtered_lines.append(line)
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except:
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print(label_file)
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# 将过滤后的标签写入新的文件
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with open(os.path.join(output_label_directory, label_file), 'w') as file:
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file.writelines(filtered_lines)
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# 示例用法
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label_directory = '/home/admin-root/haotian/python哈汽锻8安全帽识别/安全帽头数据集/train/labels_raw' # 替换为你的标签文件夹路径
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output_label_directory = '/home/admin-root/haotian/python哈汽锻8安全帽识别/安全帽头数据集/train/labels_filtered' # 替换为你希望保存过滤后标签的路径
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filter_labels(label_directory, output_label_directory)
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